SOTAVerified

Code Completion

Papers

Showing 2650 of 212 papers

TitleStatusHype
Optimizing Large Language Models for OpenAPI Code CompletionCode2
Building A Coding Assistant via the Retrieval-Augmented Language ModelCode1
A Simple Approach for Handling Out-of-Vocabulary Identifiers in Deep Learning for Source CodeCode1
MetaTPTrans: A Meta Learning Approach for Multilingual Code Representation LearningCode1
Can Language Models Replace Programmers for Coding? REPOCOD Says 'Not Yet'Code1
GitChameleon: Unmasking the Version-Switching Capabilities of Code Generation ModelsCode1
Execution-based Code Generation using Deep Reinforcement LearningCode1
Hierarchical Context Pruning: Optimizing Real-World Code Completion with Repository-Level Pretrained Code LLMsCode1
Long Code Arena: a Set of Benchmarks for Long-Context Code ModelsCode1
MPI-rical: Data-Driven MPI Distributed Parallelism Assistance with TransformersCode1
LayoutNUWA: Revealing the Hidden Layout Expertise of Large Language ModelsCode1
CodeFill: Multi-token Code Completion by Jointly Learning from Structure and Naming SequencesCode1
Learning Deep Semantics for Test CompletionCode1
IRCoder: Intermediate Representations Make Language Models Robust Multilingual Code GeneratorsCode1
Adversarial Robustness for CodeCode1
CodeChameleon: Personalized Encryption Framework for Jailbreaking Large Language ModelsCode1
Empirical Study of Transformers for Source CodeCode1
LambdaNet: Probabilistic Type Inference using Graph Neural NetworksCode1
LLMSecEval: A Dataset of Natural Language Prompts for Security EvaluationsCode1
Energy-Based Models for Code Generation under Compilability ConstraintsCode1
Language Models for Code Completion: A Practical EvaluationCode1
CrossCodeEval: A Diverse and Multilingual Benchmark for Cross-File Code CompletionCode1
CoCoMIC: Code Completion By Jointly Modeling In-file and Cross-file ContextCode1
BAMBOO: A Comprehensive Benchmark for Evaluating Long Text Modeling Capacities of Large Language ModelsCode1
CodeXGLUE: A Machine Learning Benchmark Dataset for Code Understanding and GenerationCode1
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Benchmark Results

#ModelMetricClaimedVerifiedStatus
1deepseek-coder-33b-baseAverage69.01Unverified
2deepseek-coder-6.7b-baseAverage63.4Unverified
3starcoderbaseAverage55.54Unverified
4gpt-4-1106-previewAverage53.28Unverified
5CodeLlama-13b-hfAverage52.78Unverified
6deepseek-coder-1.3b-baseAverage52.63Unverified
7CodeLlama-34b-hfAverage49.66Unverified
8CodeLlama-7b-hfAverage45Unverified
9gpt-3.5-turbo-0301Average40.86Unverified
10incoder-6BAverage33.79Unverified
#ModelMetricClaimedVerifiedStatus
1CodeGPT-adaptedAccuracy (token-level)77.13Unverified
2CodeT5+ 770MEM (line-level)37.9Unverified
3CodeT5+ 220MEM (line-level)35.17Unverified
#ModelMetricClaimedVerifiedStatus
1CodeGPT-adaptedAccuracy (token-level)75.11Unverified
2CodeT5+ 770MEM (line-level)44.86Unverified
3CodeT5+ 220MEM (line-level)43.42Unverified
#ModelMetricClaimedVerifiedStatus
1SantaCoder-MGDCompilation Rate73.03Unverified
2SantaCoderCompilation Rate59.97Unverified
3SantaCoderCompilation Rate59.79Unverified
#ModelMetricClaimedVerifiedStatus
1RamboCompilation Rate76.47Unverified
2RepoCoderCompilation Rate74.02Unverified
#ModelMetricClaimedVerifiedStatus
1RamboCompilation Rate61.7Unverified
2RepoCoderCompilation Rate58.09Unverified